multiplex-imaging-analysis
Optimizing segmentation feature extraction, SOM clustering, and spatial analysis for multiplex immunofluorescence imaging with cell compartment and ECM features
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Optimizing segmentation feature extraction, SOM clustering, and spatial analysis for multiplex immunofluorescence imaging with cell compartment and ECM features
Spatial region-aware cell matching for CODEX/scRNAseq integration
Preventing Jupyter cell hangs with explicit CuPy GPU memory cleanup
Per-sector candidate limits using yfinance sector data. Trigger when: (1) universe selection has too many candidates, (2) need sector diversity in candidate pool, (3) downloading historical data takes too long.
Testing suite with benchmarking for version-to-version performance comparison
KINTSUGI quantification plots: Always save QC heatmaps and profiles as PDF
Evaluate a React component against the Design System and propose UX/UI improvements based on Figma best practices. Use when reviewing components for design compliance, checking UI consistency, or improving user...
Perigon ASP.NET Core + EF Core + Aspire conventions
Angular 21+ standalone/Material/signal conventions for Perigon WebApp
Pointers for Copilot/agents to apply Perigon conventions
Git workflow patterns for the ACDC Digital monorepo including commit conventions, branching strategy, and common operations. Use when committing code, managing branches, or resolving git issues.
Expert guidance for Convex backend development including queries, mutations, actions, schema design, and real-time database patterns. Use when working with Convex functions, database operations, or serverless b...
Next.js 15+ development patterns with App Router, Server Components, Client Components, and Convex integration. Use when building React components, pages, layouts, or working with Next.js features in this monor...
Navigate and understand the ACDC Digital monorepo structure with multiple projects including Soloist, SMNB, and AURA. Use when exploring the codebase, understanding project relationships, or finding specific fi...
Create distinctive, production-grade frontend interfaces using Tailwind CSS and shadcn/ui. Use when building React components, pages, or applications that need polished visual design. Generates creative, memora...
Best practices for skill structure and types. Use when creating skills.
Design patterns for automatic skill activation at plugin or project level. Use when implementing keyword-based skill suggestions.
Virtual test environment for Claude Code hooks, plugins, and agents. Use when testing or validating plugin components without affecting production.
Comprehensive Claude Code hook patterns for automation, state management, and external integration. Use when implementing hooks for validation, workflow gates, MCP integration, or state machines.
Detect unnecessary files and provide cleanup recommendations
Language, style, and comment quality guidelines for plugin content
Claude Code Hook system reference for capabilities, possibilities, and limitations. Use when you want to know what hooks can do.
Analyze vague user ideas and recommend architecture based on actual needs, not predefined categories. Front-end for clarifying ambiguous requests before routing to appropriate skillmaker tools.
Categorize and display available skills. Use when listing or selecting skills.
The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.